{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1618f184",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这里可以定义用户的key 以及output_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c92233ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "import time\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "from pyecharts.charts import Bar\n",
    "import numpy as np\n",
    "from pyecharts.charts import Scatter\n",
    "area = '广州'\n",
    "job = '前端开发'\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "地区编码字典 = {\"广州\": \"050020\", \"深圳\": \"050090\"}\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 地区编码字典[area],\n",
    "            \"dq\": 地区编码字典[area],\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": job,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\",\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"condition\",\n",
    "            \"skId\": \"6h7hsgd5mh8ik9abo2fwa90bwots99fa\",\n",
    "            \"fkId\": \"6h7hsgd5mh8ik9abo2fwa90bwots99fa\",\n",
    "            \"ckId\": \"lpool5uz0vch83c04nk5d5bs4t5o90x8\",\n",
    "            \"suggest\": None,\n",
    "        },\n",
    "    }\n",
    "}\n",
    "headers = {\n",
    "    \"Accept\": \"application/json, text/plain, */*\",\n",
    "    \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "    \"Accept-Language\": \"zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6\",\n",
    "    \"Cache-Control\": \"no-cache\",\n",
    "    \"Connection\": \"keep-alive\",\n",
    "    \"Content-Length\": \"488\",\n",
    "    \"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "    \"Cookie\": \"inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; __uuid=1682499562694.76; __gc_id=99bb00cff58c4dc99e3ede30d707b239; _ga=GA1.1.2125610548.1682499578; need_bind_tel=false; new_user=false; c_flag=f955f8a6248606fc81c6e5c458164d91; imId=de0f5d1ae0b3ffb75a00348d1cd66d6b; imId_0=de0f5d1ae0b3ffb75a00348d1cd66d6b; imClientId=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; imClientId_0=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; XSRF-TOKEN=pk_u883_SU-a_p0ztiK1sg; __tlog=1687091721647.99%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686039919,1686041969,1686199397,1687091722; acw_tc=276077b816870917216422338efb96aa2e3d0e36b2d3582094dc4bc1a2bd09; UniqueKey=3f75b05cd12921a941344312b1f2ca2b; liepin_login_valid=0; lt_auth=u%2BYCP3FRnFv8tyXfijRf4%2FtJiNOvUzqfpXgJ1x9UitS5CaDk4P%2FmRg2FrrIG%2BioIq0x8IvQzMLb2Muj3yHRP7kAV%2BFGnlZ6utf6k0HsCUeVlJMW2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3a78dbe6273dcf85e2608u.png; user_name=%E5%88%98%E7%90%AA%E6%B6%9B; inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1687091767; __session_seq=4; __uv_seq=4; fe_im_socketSequence_new_0=2_1_2; fe_im_connectJson_0=%7B%220_3f75b05cd12921a941344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%223%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1687091721.4.1.1687091780.0.0.0\",\n",
    "    \"Host\": \"apic.liepin.com\",\n",
    "    \"Origin\": \"https://www.liepin.com\",\n",
    "    \"Pragma\": \"no-cache\",\n",
    "    \"Referer\": \"https://www.liepin.com/\",\n",
    "    \"sec-ch-ua\": '\"Not.A/Brand\";v=\"8\", \"Chromium\";v=\"114\", \"Microsoft Edge\";v=\"114\"',\n",
    "    \"sec-ch-ua-mobile\": \"?0\",\n",
    "    \"sec-ch-ua-platform\": '\"Windows\"',\n",
    "    \"Sec-Fetch-Dest\": \"empty\",\n",
    "    \"Sec-Fetch-Mode\": \"cors\",\n",
    "    \"Sec-Fetch-Site\": \"same-site\",\n",
    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36 Edg/114.0.1823.51\",\n",
    "    \"X-Client-Type\": \"web\",\n",
    "    \"X-Fscp-Bi-Stat\": '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&suggestTag=&workYearCode=1&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&sfrom=search_job_pc&ckId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&scene=condition&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&suggestId=\"}',\n",
    "    \"X-Fscp-Fe-Version\": \"\",\n",
    "    \"X-Fscp-Std-Info\": '{\"client_id\": \"40108\"}',\n",
    "    \"X-Fscp-Trace-Id\": \"59e152d8-d55c-4d21-b484-0628cad4097f\",\n",
    "    \"X-Fscp-Version\": \"1.1\",\n",
    "    \"X-Requested-With\": \"XMLHttpRequest\",\n",
    "    \"X-XSRF-TOKEN\": \"pk_u883_SU-a_p0ztiK1sg\",\n",
    "}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c9f6ccea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['学历不限', '前端开发'],\n",
       "      'jobId': '51235411',\n",
       "      'title': 'Web前端开发工程师',\n",
       "      'salary': '12-16k·14薪',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230113164340',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/51235411',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '30ab872ce6a2dc3613d8a6ef9551fb50',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '黄女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '16fd5ec00a2bfe42455c0853f5145bf2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compName': '多益网络有限公司',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 9386110,\n",
       "      'compLogo': '62906f4fb244352e0e92648207u.png',\n",
       "      'link': 'https://www.liepin.com/company/9386110/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2251235411%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"30ab872ce6a2dc3613d8a6ef9551fb50\",\"imUserType\":\"2\",\"jobId\":\"51235411\",\"userId\":\"16fd5ec00a2bfe42455c0853f5145bf2\",\"recruiterName\":\"黄女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['本科',\n",
       "       '前端开发',\n",
       "       'jQuery',\n",
       "       '界面开发',\n",
       "       'Vue',\n",
       "       'ElementUI',\n",
       "       'Node.js',\n",
       "       '移动开发',\n",
       "       '框架开发',\n",
       "       '框架设计',\n",
       "       'CSS'],\n",
       "      'jobId': '42727089',\n",
       "      'title': '前端开发工程师',\n",
       "      'salary': '7-12k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20211214164804',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/42727089',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8951c85dd8b85b3c062c1b1ee9c7454d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '许女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '2f42fd874540276863bd63b74d34940c',\n",
       "      'recruiterPhoto': '54d1e78d712eb4f6b84c788f02c.jpg'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compName': '凯普生物',\n",
       "      'compIndustry': '制药',\n",
       "      'compId': 8086509,\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfe91b674719d35745ae24c03a.png',\n",
       "      'link': 'https://www.liepin.com/company/8086509/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2242727089%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"8951c85dd8b85b3c062c1b1ee9c7454d\",\"imUserType\":\"2\",\"jobId\":\"42727089\",\"userId\":\"2f42fd874540276863bd63b74d34940c\",\"recruiterName\":\"许女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"54d1e78d712eb4f6b84c788f02c.jpg\"}'},\n",
       "    {'job': {'labels': ['本科', '前端开发', '框架开发', '框架设计', 'Bootstrap'],\n",
       "      'jobId': '52128303',\n",
       "      'title': '前端开发（校招）',\n",
       "      'salary': '8-12k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220908120814',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/52128303',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '9ac77eac63b17fd2337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '唐女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '2199c8dab87ea363c6e6892e6c9d6d59',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compName': '广东亿迅科技有限公司',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 552933,\n",
       "      'compLogo': '5bfea2fc74719d2aa34c73fb03a.png',\n",
       "      'link': 'https://www.liepin.com/company/552933/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252128303%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"9ac77eac63b17fd2337193710fe42056\",\"imUserType\":\"2\",\"jobId\":\"52128303\",\"userId\":\"2199c8dab87ea363c6e6892e6c9d6d59\",\"recruiterName\":\"唐女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['本科', '前端开发', '架构开发', '架构设计', 'Bootstrap', '模块开发'],\n",
       "      'jobId': '52549581',\n",
       "      'title': '前端开发工程师(J12153)',\n",
       "      'salary': '8-16k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220913185838',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/52549581',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'b38e0b86dbeffdd7c62c94f01ec83e9b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '梁女士',\n",
       "      'recruiterTitle': 'COE负责人',\n",
       "      'recruiterId': '1f7e62b2efae45bcb82117b42621f4e0',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compName': '高新兴科技集团股份有限公司',\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compId': 8010374,\n",
       "      'compStage': '创业板上市',\n",
       "      'compLogo': '58da3d3d7032bfe7c3ed63ea05a.jpg',\n",
       "      'link': 'https://www.liepin.com/company/8010374/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252549581%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"b38e0b86dbeffdd7c62c94f01ec83e9b\",\"imUserType\":\"2\",\"jobId\":\"52549581\",\"userId\":\"1f7e62b2efae45bcb82117b42621f4e0\",\"recruiterName\":\"梁女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['本科',\n",
       "       '通信领域',\n",
       "       '界面开发',\n",
       "       '商业信息化',\n",
       "       '后端开发',\n",
       "       'Vue',\n",
       "       '系统开发',\n",
       "       '框架设计',\n",
       "       '框架开发',\n",
       "       'PHP'],\n",
       "      'jobId': '47628285',\n",
       "      'title': '前端开发',\n",
       "      'salary': '10-25k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230328111429',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/47628285',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '5f698e933b768c3fc0b855de83315f3c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '行管部总监',\n",
       "      'recruiterId': '93ce1ae62a2ab0e5d1059d336c2cc2a7',\n",
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       "      'compName': '广州三川控制系统工程设备有限公司',\n",
       "      'compIndustry': '电气机械/器材',\n",
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       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "    {'job': {'labels': ['本科'],\n",
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       "      'campusJobKind': '应届'},\n",
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       "      'compName': '中软国际科技',\n",
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       "    {'job': {'labels': ['本科', '框架开发', '框架设计', 'CSS', 'Javascript'],\n",
       "      'jobId': '56259891',\n",
       "      'title': '前端开发(R5422)',\n",
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       "      'jobKind': '6',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
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       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
       "      'recruiterName': '关先生',\n",
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       "      'recruiterId': 'ba81d1c06e1246810007e6d170ec9510',\n",
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       "      'compName': '如祺出行',\n",
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       "      'compId': 10094945,\n",
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       "    {'job': {'labels': ['3个月',\n",
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       "       '界面开发',\n",
       "       'React',\n",
       "       '后端开发',\n",
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       "       '前端开发',\n",
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       "       'HTML'],\n",
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       "      'h5OuterLink': '',\n",
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       "      'campusJobKind': '实习'},\n",
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       "      'compName': '广东触电传媒科技有限公司',\n",
       "      'compIndustry': '在线社交/媒体',\n",
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       "    {'job': {'labels': ['3个月', '本科', '界面开发', '架构设计', 'HTML5', 'CSS', 'HTML'],\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '615c94fe15ee6593c1bd2b3e9fec8144',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
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       "      'compName': '卓动科技',\n",
       "      'compIndustry': '游戏',\n",
       "      'compId': 8370684,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '592956467032882fc3995f6704a.jpg',\n",
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       "    {'job': {'labels': ['2个月',\n",
       "       '大专',\n",
       "       '网络开发',\n",
       "       '前端开发',\n",
       "       '框架开发',\n",
       "       '框架设计',\n",
       "       'Javascript',\n",
       "       'WebGL'],\n",
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       "      'h5OuterLink': '',\n",
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       "      'campusJobKind': '实习'},\n",
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       "      'recruiterName': '肖先生',\n",
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       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '时谛智能',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 9757477,\n",
       "      'compStage': 'B轮',\n",
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       "    {'job': {'labels': ['3个月', '本科', 'xcode'],\n",
       "      'jobId': '52634599',\n",
       "      'title': '前端开发实习生（Android）',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
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       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a410fd35707f9467160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '谢女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': '0eca68b1c7fcba59989576815e4855f2',\n",
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       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '广东触电传媒科技有限公司',\n",
       "      'compIndustry': '在线社交/媒体',\n",
       "      'compId': 8881795,\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '627b28627a9fc524f22e4b8106u.png',\n",
       "      'link': 'https://www.liepin.com/company/8881795/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252634599%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': ['框架设计',\n",
       "       '框架开发',\n",
       "       '前端开发',\n",
       "       '界面开发',\n",
       "       'Vue',\n",
       "       '移动开发',\n",
       "       'CSS',\n",
       "       'Javascript'],\n",
       "      'jobId': '55087821',\n",
       "      'title': '前端开发实习生（react）',\n",
       "      'salary': '2-3k',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221215094230',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1955087821.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '一年以下',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=11'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'e41903dde5d9fe91b0628941e8c1534b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '廖女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterId': '37ffbc4f2691f9923465df0c010b6cde',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '上海言某信息科技有限公司',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 10201119,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/10201119/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255087821%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': ['前端开发',\n",
       "       '模块开发',\n",
       "       '框架设计',\n",
       "       '框架开发',\n",
       "       'Vue',\n",
       "       'jQuery',\n",
       "       '移动开发',\n",
       "       'ECMAScript 6',\n",
       "       'ECMAScript'],\n",
       "      'jobId': '51049683',\n",
       "      'title': 'web前端开发实习生',\n",
       "      'salary': '3-4k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221117094127',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1951049683.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=12'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '39adcd79efc0591c3369ddca867db248',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '欧先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'e7c779bc0c83bdbc6f76d2afbeb4f914',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '广州屯大软件有限公司',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 12361533,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "    {'job': {'labels': ['angular', 'nodejs', 'html5', 'vue', 'c#'],\n",
       "      'jobId': '23656489',\n",
       "      'title': 'WEB前端开发工程师',\n",
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       "      'topJob': False,\n",
       "      'refreshTime': '20190923152949',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1923656489.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=13'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '2eb89b6e65aab89dc307fe6e334c0c05',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '林先生',\n",
       "      'recruiterTitle': '项目管理',\n",
       "      'recruiterId': 'ee65489484f275693e8b04e8d4cff04d',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '广州嘉易科技有限公司',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'compId': 10204989,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/10204989/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2223656489%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': ['界面开发',\n",
       "       '前端开发',\n",
       "       'Echarts',\n",
       "       'ElementUI',\n",
       "       'Vue',\n",
       "       'jQuery',\n",
       "       'ECMAScript 6',\n",
       "       'ECMAScript',\n",
       "       'ES5',\n",
       "       'WebGL'],\n",
       "      'jobId': '48460935',\n",
       "      'title': 'web前端开发工程师',\n",
       "      'salary': '10-20k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220818171445',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1948460935.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=14'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4f5fe069133f2fa10e33f8ac54fbf39e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '植女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'e78009e289fe3ed52abd07d95ccecade',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '广州市优普计算机有限公司',\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compId': 9709554,\n",
       "      'compLogo': '6124c309d700c6129198b9b308u.png',\n",
       "      'link': 'https://www.liepin.com/company/9709554/'},\n",
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       "     'dataParams': '{\"imId\":\"4f5fe069133f2fa10e33f8ac54fbf39e\",\"imUserType\":\"2\",\"jobId\":\"48460935\",\"userId\":\"e78009e289fe3ed52abd07d95ccecade\",\"recruiterName\":\"植女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发', 'React'],\n",
       "      'jobId': '57812287',\n",
       "      'title': 'react前端开发工程师',\n",
       "      'salary': '13-21k·13薪',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230414133305',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1957812287.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=15'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8d667f43917c4c8aa8f5ce52e9265bac',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': '10088e8a09e7f838d345e690a412ac49',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '恩士迅',\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compId': 7952546,\n",
       "      'compLogo': '60e6c85103909865e299e89902u.png',\n",
       "      'link': 'https://www.liepin.com/company/7952546/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257812287%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"8d667f43917c4c8aa8f5ce52e9265bac\",\"imUserType\":\"2\",\"jobId\":\"57812287\",\"userId\":\"10088e8a09e7f838d345e690a412ac49\",\"recruiterName\":\"张女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发',\n",
       "       '移动开发',\n",
       "       'Node.js',\n",
       "       'MobX',\n",
       "       '架构设计',\n",
       "       'CSS',\n",
       "       'D语言'],\n",
       "      'jobId': '59220543',\n",
       "      'title': 'Web前端开发（广州） (MJ000851)',\n",
       "      'salary': '8-13k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230609151341',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959220543.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=16'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '5b0245667fe9b2d699eeb040770b0b48',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '252636a1c718b3986fa69c08c9e3cced',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compName': '云徙科技',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 9392932,\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '617a71682d08d83cf34e9ead08u.png',\n",
       "      'link': 'https://www.liepin.com/company/9392932/'},\n",
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       "     'dataParams': '{\"imId\":\"5b0245667fe9b2d699eeb040770b0b48\",\"imUserType\":\"2\",\"jobId\":\"59220543\",\"userId\":\"252636a1c718b3986fa69c08c9e3cced\",\"recruiterName\":\"朱女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['javascript',\n",
       "       'css',\n",
       "       '前端开发',\n",
       "       'css3',\n",
       "       'react',\n",
       "       'vue',\n",
       "       'webpack',\n",
       "       'git',\n",
       "       'typescript',\n",
       "       '小程序'],\n",
       "      'jobId': '44753325',\n",
       "      'title': '中级Web前端开发工程师',\n",
       "      'salary': '13-26k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20211220195150',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1944753325.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=17'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '780a33e1a4562297a0ad0daaaaa88c96',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '古女士',\n",
       "      'recruiterTitle': '人力资源伙伴(HRBP)',\n",
       "      'recruiterId': '8307c385c7538236022a5e872f4cfcd7',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '广州紫为云科技有限公司',\n",
       "      'compIndustry': '人工智能',\n",
       "      'compId': 12259667,\n",
       "      'compLogo': '5fb77c254e19660289e2bbfa02u.jpg',\n",
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       "    {'job': {'labels': ['前端开发', '框架开发', '框架设计', '模块开发', 'MVVM', 'CSS'],\n",
       "      'jobId': '51445547',\n",
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       "      'link': 'https://www.liepin.com/job/1951445547.shtml',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=18'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'compName': '字节跳动',\n",
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       "      'compStage': '其他',\n",
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       "    {'job': {'labels': ['javascript',\n",
       "       'css',\n",
       "       '前端开发',\n",
       "       'react',\n",
       "       'html',\n",
       "       'angular',\n",
       "       'flutter',\n",
       "       'typescript',\n",
       "       'android',\n",
       "       'ios'],\n",
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       "      'h5OuterLink': '',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=19'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
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       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '小鹏汽车',\n",
       "      'compIndustry': '整车制造',\n",
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       "      'compStage': '美股上市',\n",
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       "    {'job': {'labels': ['javascript',\n",
       "       'css',\n",
       "       '前端开发',\n",
       "       'css3',\n",
       "       'jquery',\n",
       "       'html',\n",
       "       'ajax',\n",
       "       'php',\n",
       "       'java',\n",
       "       'backbone'],\n",
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       "      'refreshTime': '20210831111510',\n",
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       "      'requireEduLevel': '大专',\n",
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       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=20'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'e95cb659efed7b21e7b184a1ccff1ea4',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '潘女士',\n",
       "      'recruiterTitle': '行政助理',\n",
       "      'recruiterId': 'fabe51f5e4a4441f330e6c82c7fca1e9',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '广州市铭亿信息科技有限公司',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 12912355,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "    {'job': {'labels': ['前端开发', '界面开发', 'React'],\n",
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       "      'requireEduLevel': '统招本科',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=21'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '5713f8e32f048bf47b84ec3c657ae83b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '伍女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '6bd5b5bcf670acd6e6c26590f2ad10e8',\n",
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       "      'compName': '上海言某信息科技有限公司',\n",
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       "      'compId': 10201119,\n",
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       "    {'job': {'labels': ['前端开发'],\n",
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       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '一年以下',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=22'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'b32895643bfafaeaf77df6e86e888e56',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '罗先生',\n",
       "      'recruiterTitle': '人事专员',\n",
       "      'recruiterId': '38a9787f7beb0c64c9730756564c8cd5',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '广州桃李管理咨询合伙企业(有限合伙)',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'compId': 13203105,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "    {'job': {'labels': ['界面开发',\n",
       "       'Vue',\n",
       "       'React',\n",
       "       '框架开发',\n",
       "       '框架设计',\n",
       "       'jQuery',\n",
       "       'Angular',\n",
       "       '全栈开发',\n",
       "       'CSS',\n",
       "       'Javascript'],\n",
       "      'jobId': '50749245',\n",
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       "      'jobKind': '2',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'link': 'https://www.liepin.com/job/1950749245.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=23'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
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       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '88d55c76cfb5844d209379060d7faca5',\n",
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       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compName': '多益网络有限公司',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 9386110,\n",
       "      'compLogo': '62906f4fb244352e0e92648207u.png',\n",
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       "    {'job': {'labels': ['Vue.js', 'Vue', 'HTML5', 'Javascript'],\n",
       "      'jobId': '58559991',\n",
       "      'title': 'wrb前端开发',\n",
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       "      'jobKind': '2',\n",
       "      'requireEduLevel': '大专',\n",
       "      'link': 'https://www.liepin.com/job/1958559991.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=24'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '前端开发',\n",
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       "      'compName': '广州景新网络科技有限公司',\n",
       "      'compIndustry': '专业技术服务',\n",
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       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "    {'job': {'labels': ['Vue', 'Leaflet'],\n",
       "      'jobId': '56229429',\n",
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       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1956229429.shtml',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=25'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a7d55d8194de71216e0c7d8946192156',\n",
       "      'imUserType': '2',\n",
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       "     'comp': {'compScale': '500-999人',\n",
       "      'compName': '粤规院',\n",
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       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
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       "    {'job': {'labels': ['javascript',\n",
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       "       'html',\n",
       "       'webpack',\n",
       "       'angular',\n",
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       "      'requireWorkYears': '经验不限',\n",
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       "      'compName': '广东今日头条科技有限公司',\n",
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       "    {'job': {'labels': ['Vue', '前端开发', 'CSS', 'HTML', 'HTML5', 'Javascript'],\n",
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       "      'h5OuterLink': '',\n",
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       "      'compName': '佳都科技集团股份有限公司',\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "       '全栈开发',\n",
       "       '移动开发',\n",
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       "      'imId': '3894fd87b9f33e9499c4538f2a55bd77',\n",
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       "      'compId': 13194963,\n",
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       "    {'job': {'labels': ['react', 'typescript', 'webpack'],\n",
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       "      'compName': '抖音视界有限公司',\n",
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       "    {'job': {'labels': ['界面开发', '移动开发', '前端开发', 'Web开发', 'ECMAScript'],\n",
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       "      'compName': '网易集团',\n",
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       "    {'job': {'labels': ['广州'],\n",
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       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
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       "      'compName': '抖音视界有限公司',\n",
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       "      'compStage': 'D轮',\n",
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       "    {'job': {'labels': ['CSS', 'HTML5', 'Javascript', '金融领域'],\n",
       "      'jobId': '56705853',\n",
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       "      'compName': '广金征信',\n",
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       "    {'job': {'labels': ['本科', 'SQL', 'Oracle', 'MySQL', 'SQL Server'],\n",
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       "      'campusJobKind': '应届'},\n",
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       "      'compName': '汤臣倍健',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
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       "    {'job': {'labels': ['本科',\n",
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       "      'h5OuterLink': '',\n",
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       "      'campusJobKind': '应届'},\n",
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       "      'compName': '广州翰南工程技术有限公司',\n",
       "      'compIndustry': '工程管理/勘察/监理',\n",
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       "      'compStage': '融资未公开',\n",
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       "    {'job': {'labels': ['学历不限'],\n",
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       "      'compName': '广州讯联信息服务有限责任公司',\n",
       "      'compIndustry': '其他商务服务业',\n",
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       "    {'job': {'labels': ['本科', 'Vue', '前端开发', 'React', '架构设计'],\n",
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       "      'compName': '航天云网数据研究院(广东)有限公司',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 9428931,\n",
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       "    {'job': {'labels': ['本科',\n",
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       "      'link': 'https://www.liepin.com/lptjob/52311625',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
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       "      'recruiterId': '8cf1ab73464cc1930dafb036d67aa480',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compName': '上海数慧系统技术有限公司',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 7912081,\n",
       "      'compLogo': '5bfffb4374719da073f12afc03u.png',\n",
       "      'link': 'https://www.liepin.com/company/7912081/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252311625%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"34f1760caac98a2e4a7a04e7d95591ea\",\"imUserType\":\"2\",\"jobId\":\"52311625\",\"userId\":\"8cf1ab73464cc1930dafb036d67aa480\",\"recruiterName\":\"周女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['本科',\n",
       "       '需求分析',\n",
       "       'Shiro',\n",
       "       'SpringMVC',\n",
       "       'SpringBoot',\n",
       "       'Spring Boot',\n",
       "       'Spring',\n",
       "       'Vue',\n",
       "       'PBR开发',\n",
       "       '系统开发',\n",
       "       '前端开发'],\n",
       "      'jobId': '52163525',\n",
       "      'title': '2023届-JAVA开发工程师',\n",
       "      'salary': '6-16k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221129093244',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/52163525',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ae4d6cfa4ade940c9b424d05e277c733',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '屈女士',\n",
       "      'recruiterTitle': '人力资源专员',\n",
       "      'recruiterId': 'd240723b0e912c8397fdbbeae47fcb1b',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '广电运通金融电子',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 8547388,\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '6242b195ca47ff43908033f907u.png',\n",
       "      'link': 'https://www.liepin.com/company/8547388/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252163525%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"ae4d6cfa4ade940c9b424d05e277c733\",\"imUserType\":\"2\",\"jobId\":\"52163525\",\"userId\":\"d240723b0e912c8397fdbbeae47fcb1b\",\"recruiterName\":\"屈女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['本科', '需求分析', '前端开发', 'Javascript'],\n",
       "      'jobId': '51796485',\n",
       "      'title': 'Web工程师(J11150)',\n",
       "      'salary': '9-11k·14薪',\n",
       "      'dq': '广州-番禺区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220810175126',\n",
       "      'jobKind': '6',\n",
       "      'link': 'https://www.liepin.com/lptjob/51796485',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'campusJobKind': '应届'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c174510f9bcf5205824b03b6a84d66e8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '许女士',\n",
       "      'recruiterTitle': '无',\n",
       "      'recruiterId': '40871f22c527fc4d7ca45f6c43c62a72',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compName': '中海达',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 6785693,\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfe953474719dc6ed74134303a.png',\n",
       "      'link': 'https://www.liepin.com/company/6785693/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2251796485%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"c174510f9bcf5205824b03b6a84d66e8\",\"imUserType\":\"2\",\"jobId\":\"51796485\",\"userId\":\"40871f22c527fc4d7ca45f6c43c62a72\",\"recruiterName\":\"许女士\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'lpool5uz0vch83c04nk5d5bs4t5o90x8',\n",
       "   'scene': 'condition',\n",
       "   'skId': '6h7hsgd5mh8ik9abo2fwa90bwots99fa',\n",
       "   'fkId': 'lpool5uz0vch83c04nk5d5bs4t5o90x8'},\n",
       "  'pagination': {'totalPage': 20,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 800,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "response_data = r.json()\n",
    "# page = response_data[\"data\"][\"pagination\"][\"totalPage\"]\n",
    "response_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2ab5b86",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in range(page):\n",
    "    payload[\"data\"][\"mainSearchPcConditionForm\"][\"currentPage\"] = i\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "    response_data = r.json()\n",
    "    df = pd.json_normalize(response_data[\"data\"][\"data\"][\"jobCardList\"])\n",
    "    response_df.append(df)\n",
    "\n",
    "df = pd.concat(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fe7a3713",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * Serving Flask app \"__main__\" (lazy loading)\n",
      " * Environment: production\n",
      "   WARNING: Do not use the development server in a production environment.\n",
      "   Use a production WSGI server instead.\n",
      " * Debug mode: off\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)\n"
     ]
    }
   ],
   "source": [
    "from flask import Flask\n",
    "from jinja2 import Markup, Environment, FileSystemLoader\n",
    "from pyecharts.globals import CurrentConfig\n",
    "\n",
    "# 关于 CurrentConfig，可参考 [基本使用-全局变量]\n",
    "CurrentConfig.GLOBAL_ENV = Environment(loader=FileSystemLoader(\"./templates\"))\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "\n",
    "\n",
    "app = Flask(__name__, static_folder=\"templates\")\n",
    "\n",
    "\n",
    "# def bar_base() -> Bar:\n",
    "#     c = (\n",
    "#         Bar()\n",
    "#         .add_xaxis([\"衬衫\", \"羊毛衫\", \"雪纺衫\", \"裤子\", \"高跟鞋\", \"袜子\"])\n",
    "#         .add_yaxis(\"商家A\", [5, 20, 36, 10, 75, 90])\n",
    "#         .add_yaxis(\"商家B\", [15, 25, 16, 55, 48, 8])\n",
    "#         .set_global_opts(title_opts=opts.TitleOpts(title=\"Bar-基本示例\", subtitle=\"我是副标题\"))\n",
    "#     )\n",
    "#     return c\n",
    "\n",
    "\n",
    "@app.route(\"/\")\n",
    "def index():\n",
    "    # area = requests.from['']\n",
    "    # job = requests.from['']\n",
    "    c = liepin.liepin_dq(\"广州\")\n",
    "    return Markup(c.render_embed())\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    app.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f737a3e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def skillData(job, area, output_time):\n",
    "#     df = pd.read_excel(job + \"_liepin_\" + output_time + \".xlsx\")\n",
    "    df = pd.read_excel()\n",
    "    df_PM_gz = df[\n",
    "        [\n",
    "            \"job.labels\",\n",
    "            \"job.refreshTime\",\n",
    "            \"job.title\",\n",
    "            \"job.salary\",\n",
    "            \"job.dq\",\n",
    "            \"job.topJob\",\n",
    "            \"job.requireWorkYears\",\n",
    "            \"job.requireEduLevel\",\n",
    "            \"comp.compStage\",\n",
    "            \"comp.compName\",\n",
    "            \"comp.compIndustry\",\n",
    "            \"comp.compScale\",\n",
    "        ]\n",
    "    ]\n",
    "    df_PM_gz[\"job.labels\"].apply(lambda x: eval(x)).tolist()\n",
    "    PM_labels_list = [\n",
    "        j for i in df_PM_gz[\"job.labels\"].apply(lambda x: eval(x)).tolist() for j in i\n",
    "    ]\n",
    "    PM_labels_words = [(i, PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "    c = (\n",
    "        WordCloud()\n",
    "        .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "        .set_global_opts(title_opts=opts.TitleOpts(title=job - +area + \"地区-技能/产品 词云图\"))\n",
    "        .render(\"wordcloud_custom_mask_image.html\")\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2ea84b1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "skillData('广州')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "bcfa8b18",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "import time\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "from pyecharts.charts import Bar\n",
    "import numpy as np\n",
    "from pyecharts.charts import Scatter\n",
    "import liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b0bc474",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "73b3141e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:51: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "D:\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3997: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  errors=errors,\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"390adf90848d46bca5bc27f3e643a72d\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_390adf90848d46bca5bc27f3e643a72d = echarts.init(\n",
       "                    document.getElementById('390adf90848d46bca5bc27f3e643a72d'), 'white', {renderer: 'canvas'});\n",
       "                var option_390adf90848d46bca5bc27f3e643a72d = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5730\\u533a\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                17.5,\n",
       "                14.0,\n",
       "                25.0,\n",
       "                25.9,\n",
       "                33.2,\n",
       "                23.8,\n",
       "                18.8,\n",
       "                27.5,\n",
       "                22.5,\n",
       "                25.0\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5730\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u5357\\u6c99\\u533a\",\n",
       "                \"\\u589e\\u57ce\\u533a\",\n",
       "                \"\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u767d\\u4e91\\u533a\",\n",
       "                \"\\u82b1\\u90fd\\u533a\",\n",
       "                \"\\u8354\\u6e7e\\u533a\",\n",
       "                \"\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u9ec4\\u57d4\\u533a\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u4ea7\\u54c1\\u7ecf\\u7406-\\u5e7f\\u5dde\\u5206\\u5730\\u533a-\\u4e2d\\u4f4d\\u6570\\u85aa\\u8d44\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"brush\": {\n",
       "        \"toolbox\": [\n",
       "            \"rect\",\n",
       "            \"polygon\",\n",
       "            \"keep\",\n",
       "            \"clear\"\n",
       "        ],\n",
       "        \"brushType\": \"rect\",\n",
       "        \"brushMode\": \"single\",\n",
       "        \"transformable\": true,\n",
       "        \"brushStyle\": {\n",
       "            \"borderWidth\": 1,\n",
       "            \"color\": \"rgba(120,140,180,0.3)\",\n",
       "            \"borderColor\": \"rgba(120,140,180,0.8)\"\n",
       "        },\n",
       "        \"throttleType\": \"fixRate\",\n",
       "        \"throttleDelay\": 0,\n",
       "        \"removeOnClick\": true,\n",
       "        \"z\": 10000\n",
       "    }\n",
       "};\n",
       "                chart_390adf90848d46bca5bc27f3e643a72d.setOption(option_390adf90848d46bca5bc27f3e643a72d);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2818746c748>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job = '产品经理'\n",
    "area = '广州'\n",
    "output_time = '618_170'\n",
    "df = pd.read_excel(job + \"_liepin_\" + output_time + \".xlsx\")\n",
    "df_PM_gz = df[\n",
    "    [\n",
    "        \"job.labels\",\n",
    "        \"job.refreshTime\",\n",
    "        \"job.title\",\n",
    "        \"job.salary\",\n",
    "        \"job.dq\",\n",
    "        \"job.topJob\",\n",
    "        \"job.requireWorkYears\",\n",
    "        \"job.requireEduLevel\",\n",
    "        \"comp.compStage\",\n",
    "        \"comp.compName\",\n",
    "        \"comp.compIndustry\",\n",
    "        \"comp.compScale\",\n",
    "    ]\n",
    "]\n",
    "df_PM_gz = df_PM_gz.rename(\n",
    "    columns={\n",
    "        \"job.labels\": \"职位标签\",\n",
    "        \"job.refreshTime\": \"职位更新时间\",\n",
    "        \"job.title\": \"职位\",\n",
    "        \"job.salary\": \"薪资\",\n",
    "        \"job.dq\": \"地区\",\n",
    "        \"job.topJob\": \"是否top职位\",\n",
    "        \"job.requireWorkYears\": \"工作年限\",\n",
    "        \"job.requireEduLevel\": \"学历\",\n",
    "        \"comp.compStage\": \"公司融资情况\",\n",
    "        \"comp.compName\": \"公司名称\",\n",
    "        \"comp.compIndustry\": \"行业\",\n",
    "        \"comp.compScale\": \"规模\",\n",
    "    }\n",
    ")\n",
    "非薪资面议 = df_PM_gz[~df_PM_gz[\"薪资\"].str.contains(\"面议|元/天\")]\n",
    "非薪资面议_detail = 非薪资面议[\"薪资\"].apply(lambda x: x.split(\"薪\")[0].split(\"·\")).tolist()\n",
    "平均薪资 = [\n",
    "    (int(i[0].split(\"-\")[0]) + int(i[0].split(\"-\")[1].split(\"k\")[0])) / 2\n",
    "    if len(i) == 1\n",
    "    else round(\n",
    "        (int(i[0].split(\"-\")[0]) + int(i[0].split(\"-\")[1].split(\"k\")[0]))\n",
    "        / 2\n",
    "        * int(i[1])\n",
    "        / 12,\n",
    "        1,\n",
    "    )\n",
    "    for i in 非薪资面议_detail\n",
    "]\n",
    "非薪资面议[\"平均薪资\"] = 平均薪资\n",
    "非薪资面议.drop(非薪资面议[非薪资面议[\"工作年限\"].str.contains(\"-\") == False].index, inplace=True)\n",
    "分地区_平均薪资 = 非薪资面议.groupby(\"地区\").agg({\"平均薪资\": \"median\"})\n",
    "分地区_平均薪资_values = [round(i[0], 1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "# 柱状图\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split(\"-\")[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\", 分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=job + \"-\" + area + \"分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "93cb0ae7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Scatter\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "year_list = ['1-3年', '3-5年', '5-10年']\n",
    "edulevel_list = ['大专', '本科', '本科及以上', '统招本科']\n",
    "result_dict = {}\n",
    "for year in year_list:\n",
    "    for edulevel in edulevel_list:\n",
    "        avg_salary = round(df_year_edulevel.loc[(slice(year, year), edulevel), '平均薪资'][0])\n",
    "        result_dict[f'{year}-{edulevel}'] = avg_salary\n",
    "result_list = list(result_dict.values())\n",
    "                   \n",
    "new_list = []\n",
    "for i in range(0, len(result_list), 3):\n",
    "    new_list.append(result_list[i:i+3])\n",
    "df_year_edulevel.values.tolist()\n",
    "arr = np.array(df_year_edulevel)\n",
    "min_val = round(arr.min())\n",
    "max_val = round(arr.max())\n",
    "c = (\n",
    "    Scatter()\n",
    "    .add_xaxis(year_list)\n",
    "    .add_yaxis(\"大专\", new_list[0])\n",
    "    .add_yaxis(\"本科\", new_list[1])\n",
    "    .add_yaxis(\"本科及以上\", new_list[2])\n",
    "    .add_yaxis(\"统招本科\", new_list[3])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Scatter-VisualMap(Size)\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(type_=\"size\", max_=max_val, min_=min_val),\n",
    "    )\n",
    "    .render(\"test.html\")\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8876aec4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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